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Author

Pi Zonooz

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Preprint Aug 2026

Tracing the Heart: An Evidence-Linked Pipeline for Heart-Failure Feature Engineering

The Nimblemind Multi-Agent System is developed, an evidence-linked, rubric-grounded pipeline for automated heart-failure feature engineering, and evaluation was limited to a single-institution cohort and external validation is needed, demonstrating the feasibility of automated, auditable feature engineering for complex...

Soorya Ram Shimgekar, Michelle Hu, Dorisa Shehi et al. · 0 citations
Review Jul 2026

Trust but Verify:Evidence-Linked Multi-Agent Clinical Information Extraction in Pathology

The NimbleMind Multi-Agent System (nMAS) is evaluated, a configurable workflow that separates clinician-defined field specifications from extraction models and returns report-level predictions with source-linked evidence within a clinician-reviewable workflow.

Yu-Fan Wang, Anit Kumar Sahu, Y. Ng et al. · 1 citation

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